Ci1t Mcp
Run CI-1T stability checks—ghost detection, drift evaluation, and fleet monitoring—through 20 MCP tools from your coding agent.
Overview
CI-1T MCP is an MCP server for the Operate phase that exposes 20 tools for prediction stability, ghost detection, drift evaluation, and fleet monitoring.
What is this MCP server?
- 20 MCP tools for CI-1T prediction stability workflows
- Detect ghosts, evaluate drift, and monitor model fleets from the agent
- Optional CI1T_API_KEY for backend-routed analysis; BYOM mode supported without key
- npm @collapseindex/ci1t-mcp v1.7.1 with stdio transport
- Configurable CI1T_BASE_URL (default https://ci1t-api.onrender.com)
What problem does it solve?
Model predictions can silently degrade or hallucinate structured outputs, and checking stability from inside an agent session usually lacks a dedicated toolkit.
Who is it for?
Builders running small ML fleets or agent-assisted MLOps who want Collapse Index stability checks without leaving the IDE.
Skip if: Pure prompt-only apps with no measurable prediction pipeline, or teams that do not want external API routing.
What do I get? / Deliverables
After registration, your agent can call CI-1T-backed stability and drift tools while you debug production ML behavior.
- Twenty CI-1T stability tools available to the coding agent
- Documented API key and base URL configuration for hosted vs BYOM
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Journey fit
Prediction stability matters after models are in production, so Operate is the canonical shelf; teams also touch it during Ship perf/review gates. Fleet and drift monitoring maps directly to the monitoring subphase rather than idea research or launch SEO.
How it compares
ML stability monitoring MCP with 20 tools, not a generic logging agent skill.
Common Questions / FAQ
Who is CI-1T MCP for?
Solo builders and tiny teams shipping ML-backed features who need drift and ghost checks callable from Claude Code or Cursor.
When should I use CI-1T MCP?
Use it in operate monitoring when predictions drift or fail fleet checks, and during ship perf review before promoting a model.
How do I add CI-1T MCP to my agent?
Install @collapseindex/ci1t-mcp, add the stdio MCP entry, set CI1T_API_KEY if you use hosted analysis and optionally CI1T_BASE_URL, then restart the host.